YData Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	14
Number of observations	47619
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	44
Duplicate rows (%)	0.1%
Total size in memory	5.4 MiB
Average record size in memory	120.0 B

Variable types

Numeric	11
Categorical	3

Alerts

Dataset has 44 (0.1%) duplicate rows	Duplicates
`gender` is highly overall correlated with `relationship`	High correlation
`relationship` is highly overall correlated with `gender`	High correlation
`race` is highly imbalanced (65.9%)	Imbalance
`workclass` has 1426 (3.0%) zeros	Zeros
`marital-status` has 6563 (13.8%) zeros	Zeros
`occupation` has 5559 (11.7%) zeros	Zeros
`relationship` has 19172 (40.3%) zeros	Zeros
`capital-gain` has 43674 (91.7%) zeros	Zeros
`capital-loss` has 45379 (95.3%) zeros	Zeros
`native-country` has 824 (1.7%) zeros	Zeros

Reproduction

Analysis started	2025-07-12 08:02:38.185642
Analysis finished	2025-07-12 08:02:55.458780
Duration	17.27 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

age
Real number (ℝ)

Distinct	59
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.230664

Minimum	17
Maximum	75
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	744.0 KiB

Quantile statistics

Minimum	17
5-th percentile	19
Q1	28
median	37
Q3	47
95-th percentile	62
Maximum	75
Range	58
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	13.199351
Coefficient of variation (CV)	0.3452556
Kurtosis	-0.54604325
Mean	38.230664
Median Absolute Deviation (MAD)	10
Skewness	0.4425353
Sum	1820506
Variance	174.22286
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	1330	2.8%
35	1328	2.8%
33	1312	2.8%
23	1307	2.7%
31	1303	2.7%
34	1294	2.7%
30	1268	2.7%
28	1264	2.7%
37	1254	2.6%
38	1252	2.6%
Other values (49)	34707	72.9%

Value	Count	Frequency (%)
17	590	1.2%
18	853	1.8%
19	1041	2.2%
20	1101	2.3%
21	1081	2.3%
22	1161	2.4%
23	1307	2.7%
24	1190	2.5%
25	1176	2.5%
26	1138	2.4%

Value	Count	Frequency (%)
75	68	0.1%
74	70	0.1%
73	102	0.2%
72	113	0.2%
71	111	0.2%
70	130	0.3%
69	144	0.3%
68	170	0.4%
67	232	0.5%
66	231	0.5%

workclass
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.041391

Minimum	0
Maximum	6
Zeros	1426
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	744.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	3
Q3	3
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.1423469
Coefficient of variation (CV)	0.37560015
Kurtosis	1.7659471
Mean	3.041391
Median Absolute Deviation (MAD)	0
Skewness	0.15933069
Sum	144828
Variance	1.3049565
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	33089	69.5%
5	3744	7.9%
1	3089	6.5%
2	2639	5.5%
6	1973	4.1%
4	1659	3.5%
0	1426	3.0%

Value	Count	Frequency (%)
0	1426	3.0%
1	3089	6.5%
2	2639	5.5%
3	33089	69.5%
4	1659	3.5%
5	3744	7.9%
6	1973	4.1%

Value	Count	Frequency (%)
6	1973	4.1%
5	3744	7.9%
4	1659	3.5%
3	33089	69.5%
2	2639	5.5%
1	3089	6.5%
0	1426	3.0%

fnlwgt
Real number (ℝ)

Distinct	27805
Distinct (%)	58.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	189143

Minimum	12285
Maximum	1490400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	744.0 KiB

Quantile statistics

Minimum	12285
5-th percentile	39478
Q1	117359.5
median	177858
Q3	236696
95-th percentile	378036
Maximum	1490400
Range	1478115
Interquartile range (IQR)	119336.5

Descriptive statistics

Standard deviation	105421.76
Coefficient of variation (CV)	0.5573654
Kurtosis	6.2203837
Mean	189143
Median Absolute Deviation (MAD)	60069
Skewness	1.4540404
Sum	9.0068003 × 10⁹
Variance	1.1113748 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
203488	21	< 0.1%
120277	19	< 0.1%
190290	19	< 0.1%
125892	18	< 0.1%
126569	18	< 0.1%
126675	17	< 0.1%
99185	17	< 0.1%
113364	17	< 0.1%
186934	16	< 0.1%
111567	16	< 0.1%
Other values (27795)	47441	99.6%

Value	Count	Frequency (%)
12285	1	< 0.1%
13492	1	< 0.1%
13769	3	< 0.1%
13862	1	< 0.1%
14878	1	< 0.1%
18827	1	< 0.1%
19214	1	< 0.1%
19302	6	< 0.1%
19395	2	< 0.1%
19410	2	< 0.1%

Value	Count	Frequency (%)
1490400	1	< 0.1%
1484705	1	< 0.1%
1455435	1	< 0.1%
1366120	1	< 0.1%
1268339	1	< 0.1%
1226583	1	< 0.1%
1210504	1	< 0.1%
1184622	1	< 0.1%
1161363	1	< 0.1%
1125613	1	< 0.1%

educational-num
Real number (ℝ)

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.217602

Minimum	4
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	744.0 KiB

Quantile statistics

Minimum	4
5-th percentile	6
Q1	9
median	10
Q3	13
95-th percentile	14
Maximum	16
Range	12
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.3776774
Coefficient of variation (CV)	0.23270405
Kurtosis	0.083528899
Mean	10.217602
Median Absolute Deviation (MAD)	1
Skewness	0.011172643
Sum	486552
Variance	5.6533497
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
9	15655	32.9%
10	10824	22.7%
13	7983	16.8%
14	2634	5.5%
11	2053	4.3%
7	1801	3.8%
12	1592	3.3%
6	1373	2.9%
4	899	1.9%
15	819	1.7%
Other values (3)	1986	4.2%

Value	Count	Frequency (%)
4	899	1.9%
5	745	1.6%
6	1373	2.9%
7	1801	3.8%
8	654	1.4%
9	15655	32.9%
10	10824	22.7%
11	2053	4.3%
12	1592	3.3%
13	7983	16.8%

Value	Count	Frequency (%)
16	587	1.2%
15	819	1.7%
14	2634	5.5%
13	7983	16.8%
12	1592	3.3%
11	2053	4.3%
10	10824	22.7%
9	15655	32.9%
8	654	1.4%
7	1801	3.8%

marital-status
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6080766

Minimum	0
Maximum	6
Zeros	6563
Zeros (%)	13.8%
Negative	0
Negative (%)	0.0%
Memory size	744.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	2
Q3	4
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.5032867
Coefficient of variation (CV)	0.57639668
Kurtosis	-0.55800219
Mean	2.6080766
Median Absolute Deviation (MAD)	2
Skewness	-0.035057734
Sum	124194
Variance	2.2598709
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	21768	45.7%
4	15850	33.3%
0	6563	13.8%
5	1481	3.1%
6	1352	2.8%
3	568	1.2%
1	37	0.1%

Value	Count	Frequency (%)
0	6563	13.8%
1	37	0.1%
2	21768	45.7%
3	568	1.2%
4	15850	33.3%
5	1481	3.1%
6	1352	2.8%

Value	Count	Frequency (%)
6	1352	2.8%
5	1481	3.1%
4	15850	33.3%
3	568	1.2%
2	21768	45.7%
1	37	0.1%
0	6563	13.8%

occupation
Real number (ℝ)

Zeros

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.4396984

Minimum	0
Maximum	14
Zeros	5559
Zeros (%)	11.7%
Negative	0
Negative (%)	0.0%
Memory size	744.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	7
Q3	10
95-th percentile	13
Maximum	14
Range	14
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.3514722
Coefficient of variation (CV)	0.67572608
Kurtosis	-1.2661807
Mean	6.4396984
Median Absolute Deviation (MAD)	4
Skewness	0.1109995
Sum	306652
Variance	18.93531
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
10	6129	12.9%
3	6024	12.7%
2	5990	12.6%
0	5559	11.7%
12	5442	11.4%
7	4715	9.9%
6	2869	6.0%
8	2639	5.5%
14	2294	4.8%
5	1975	4.1%
Other values (5)	3983	8.4%

Value	Count	Frequency (%)
0	5559	11.7%
1	15	< 0.1%
2	5990	12.6%
3	6024	12.7%
4	1353	2.8%
5	1975	4.1%
6	2869	6.0%
7	4715	9.9%
8	2639	5.5%
9	198	0.4%

Value	Count	Frequency (%)
14	2294	4.8%
13	1444	3.0%
12	5442	11.4%
11	973	2.0%
10	6129	12.9%
9	198	0.4%
8	2639	5.5%
7	4715	9.9%
6	2869	6.0%
5	1975	4.1%

relationship
Real number (ℝ)

High correlation Zeros

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4501355

Minimum	0
Maximum	5
Zeros	19172
Zeros (%)	40.3%
Negative	0
Negative (%)	0.0%
Memory size	744.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.6049031
Coefficient of variation (CV)	1.1067263
Kurtosis	-0.77177702
Mean	1.4501355
Median Absolute Deviation (MAD)	1
Skewness	0.78236617
Sum	69054
Variance	2.5757139
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	19172	40.3%
1	12229	25.7%
3	7520	15.8%
4	4998	10.5%
5	2291	4.8%
2	1409	3.0%

Value	Count	Frequency (%)
0	19172	40.3%
1	12229	25.7%
2	1409	3.0%
3	7520	15.8%
4	4998	10.5%
5	2291	4.8%

Value	Count	Frequency (%)
5	2291	4.8%
4	4998	10.5%
3	7520	15.8%
2	1409	3.0%
1	12229	25.7%
0	19172	40.3%

race
Categorical

Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	744.0 KiB

4	40739
2	4588
1	1464
0	461
3	367

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	47619
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	4
3rd row	4
4th row	2
5th row	4

Common Values

Value	Count	Frequency (%)
4	40739	85.6%
2	4588	9.6%
1	1464	3.1%
0	461	1.0%
3	367	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	40739	85.6%
2	4588	9.6%
1	1464	3.1%
0	461	1.0%
3	367	0.8%

Most occurring characters

Value	Count	Frequency (%)
4	40739	85.6%
2	4588	9.6%
1	1464	3.1%
0	461	1.0%
3	367	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	47619	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	40739	85.6%
2	4588	9.6%
1	1464	3.1%
0	461	1.0%
3	367	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	47619	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	40739	85.6%
2	4588	9.6%
1	1464	3.1%
0	461	1.0%
3	367	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	47619	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	40739	85.6%
2	4588	9.6%
1	1464	3.1%
0	461	1.0%
3	367	0.8%

gender
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	744.0 KiB

1	31759
0	15860

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	47619
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	31759	66.7%
0	15860	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	31759	66.7%
0	15860	33.3%

Most occurring characters

Value	Count	Frequency (%)
1	31759	66.7%
0	15860	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	47619	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	31759	66.7%
0	15860	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	47619	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	31759	66.7%
0	15860	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	47619	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	31759	66.7%
0	15860	33.3%

capital-gain
Real number (ℝ)

Zeros

Distinct	122
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1088.8692

Minimum	0
Maximum	99999
Zeros	43674
Zeros (%)	91.7%
Negative	0
Negative (%)	0.0%
Memory size	744.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5013
Maximum	99999
Range	99999
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7495.3827
Coefficient of variation (CV)	6.8836392
Kurtosis	151.0297
Mean	1088.8692
Median Absolute Deviation (MAD)	0
Skewness	11.83411
Sum	51850862
Variance	56180761
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	43674	91.7%
15024	513	1.1%
7688	408	0.9%
7298	361	0.8%
99999	241	0.5%
3103	151	0.3%
5178	145	0.3%
5013	117	0.2%
4386	107	0.2%
8614	82	0.2%
Other values (112)	1820	3.8%

Value	Count	Frequency (%)
0	43674	91.7%
114	8	< 0.1%
401	3	< 0.1%
594	51	0.1%
914	10	< 0.1%
991	5	< 0.1%
1055	37	0.1%
1086	5	< 0.1%
1111	1	< 0.1%
1151	13	< 0.1%

Value	Count	Frequency (%)
99999	241	0.5%
41310	2	< 0.1%
34095	6	< 0.1%
27828	58	0.1%
25236	14	< 0.1%
25124	6	< 0.1%
22040	1	< 0.1%
20051	41	0.1%
18481	1	< 0.1%
15831	8	< 0.1%

capital-loss
Real number (ℝ)

Zeros

Distinct	99
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.912619

Minimum	0
Maximum	4356
Zeros	45379
Zeros (%)	95.3%
Negative	0
Negative (%)	0.0%
Memory size	744.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4356
Range	4356
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	403.19364
Coefficient of variation (CV)	4.5862999
Kurtosis	19.542084
Mean	87.912619
Median Absolute Deviation (MAD)	0
Skewness	4.534775
Sum	4186311
Variance	162565.11
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	45379	95.3%
1902	303	0.6%
1977	253	0.5%
1887	231	0.5%
2415	72	0.2%
1485	71	0.1%
1848	67	0.1%
1590	62	0.1%
1602	61	0.1%
1740	58	0.1%
Other values (89)	1062	2.2%

Value	Count	Frequency (%)
0	45379	95.3%
155	1	< 0.1%
213	5	< 0.1%
323	5	< 0.1%
419	3	< 0.1%
625	17	< 0.1%
653	4	< 0.1%
810	2	< 0.1%
880	6	< 0.1%
974	2	< 0.1%

Value	Count	Frequency (%)
4356	1	< 0.1%
3900	2	< 0.1%
3770	4	< 0.1%
3683	2	< 0.1%
3175	2	< 0.1%
3004	5	< 0.1%
2824	14	< 0.1%
2754	2	< 0.1%
2603	4	< 0.1%
2559	17	< 0.1%

hours-per-week
Real number (ℝ)

Distinct	96
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.564733

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	744.0 KiB

Quantile statistics

Minimum	1
5-th percentile	18
Q1	40
median	40
Q3	45
95-th percentile	60
Maximum	99
Range	98
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	12.304123
Coefficient of variation (CV)	0.30332069
Kurtosis	3.0028944
Mean	40.564733
Median Absolute Deviation (MAD)	3
Skewness	0.26442778
Sum	1931652
Variance	151.39143
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	22243	46.7%
50	4201	8.8%
45	2679	5.6%
60	2160	4.5%
35	1881	4.0%
20	1781	3.7%
30	1646	3.5%
55	1037	2.2%
25	921	1.9%
48	759	1.6%
Other values (86)	8311	17.5%

Value	Count	Frequency (%)
1	23	< 0.1%
2	43	0.1%
3	49	0.1%
4	75	0.2%
5	84	0.2%
6	82	0.2%
7	41	0.1%
8	202	0.4%
9	27	0.1%
10	396	0.8%

Value	Count	Frequency (%)
99	134	0.3%
98	14	< 0.1%
97	2	< 0.1%
96	7	< 0.1%
95	2	< 0.1%
94	1	< 0.1%
92	3	< 0.1%
91	3	< 0.1%
90	42	0.1%
89	3	< 0.1%

native-country
Real number (ℝ)

Zeros

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.928159

Minimum	0
Maximum	41
Zeros	824
Zeros (%)	1.7%
Negative	0
Negative (%)	0.0%
Memory size	744.0 KiB

Quantile statistics

Minimum	0
5-th percentile	20
Q1	39
median	39
Q3	39
95-th percentile	39
Maximum	41
Range	41
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.5771962
Coefficient of variation (CV)	0.20518749
Kurtosis	14.203959
Mean	36.928159
Median Absolute Deviation (MAD)	0
Skewness	-3.8834254
Sum	1758482
Variance	57.413903
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
39	43234	90.8%
0	824	1.7%
26	601	1.3%
30	276	0.6%
11	206	0.4%
2	177	0.4%
33	170	0.4%
19	150	0.3%
5	123	0.3%
9	122	0.3%
Other values (32)	1736	3.6%

Value	Count	Frequency (%)
0	824	1.7%
1	26	0.1%
2	177	0.4%
3	116	0.2%
4	81	0.2%
5	123	0.3%
6	85	0.2%
7	41	0.1%
8	105	0.2%
9	122	0.3%

Value	Count	Frequency (%)
41	22	< 0.1%
40	80	0.2%
39	43234	90.8%
38	26	0.1%
37	29	0.1%
36	65	0.1%
35	111	0.2%
34	20	< 0.1%
33	170	0.4%
32	55	0.1%

income
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	744.0 KiB

<=50K	36029
>50K	11590

Length

Max length	5
Median length	5
Mean length	4.7566098
Min length	4

Characters and Unicode

Total characters	226505
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<=50K
2nd row	<=50K
3rd row	>50K
4th row	>50K
5th row	<=50K

Common Values

Value	Count	Frequency (%)
<=50K	36029	75.7%
>50K	11590	24.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
50k	47619	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	47619	21.0%
5	47619	21.0%
K	47619	21.0%
<	36029	15.9%
=	36029	15.9%
>	11590	5.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	226505	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	47619	21.0%
5	47619	21.0%
K	47619	21.0%
<	36029	15.9%
=	36029	15.9%
>	11590	5.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	226505	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	47619	21.0%
5	47619	21.0%
K	47619	21.0%
<	36029	15.9%
=	36029	15.9%
>	11590	5.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	226505	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	47619	21.0%
5	47619	21.0%
K	47619	21.0%
<	36029	15.9%
=	36029	15.9%
>	11590	5.1%

	age	capital-gain	capital-loss	educational-num	fnlwgt	gender	hours-per-week	income	marital-status	native-country	occupation	race	relationship	workclass
age	1.000	0.126	0.059	0.082	-0.075	0.131	0.167	0.322	-0.389	0.008	-0.007	0.031	-0.324	0.065
capital-gain	0.126	1.000	-0.067	0.118	-0.007	0.049	0.094	0.269	-0.076	0.012	0.015	0.014	-0.101	0.027
capital-loss	0.059	-0.067	1.000	0.077	0.000	0.065	0.059	0.198	-0.042	0.005	0.016	0.014	-0.064	0.010
educational-num	0.082	0.118	0.077	1.000	-0.018	0.075	0.162	0.361	-0.062	-0.006	0.108	0.065	-0.100	0.030
fnlwgt	-0.075	-0.007	0.000	-0.018	1.000	0.025	-0.019	0.010	0.038	-0.059	-0.001	0.070	0.014	-0.031
gender	0.131	0.049	0.065	0.075	0.025	1.000	0.244	0.218	0.459	0.030	0.381	0.115	0.647	0.153
hours-per-week	0.167	0.094	0.059	0.162	-0.019	0.244	1.000	0.269	-0.207	0.010	0.013	0.059	-0.309	0.119
income	0.322	0.269	0.198	0.361	0.010	0.218	0.269	1.000	0.455	0.066	0.317	0.101	0.460	0.179
marital-status	-0.389	-0.076	-0.042	-0.062	0.038	0.459	-0.207	0.455	1.000	-0.025	0.021	0.083	0.314	-0.064
native-country	0.008	0.012	0.005	-0.006	-0.059	0.030	0.010	0.066	-0.025	1.000	-0.006	0.267	-0.013	-0.010
occupation	-0.007	0.015	0.016	0.108	-0.001	0.381	0.013	0.317	0.021	-0.006	1.000	0.072	-0.042	-0.032
race	0.031	0.014	0.014	0.065	0.070	0.115	0.059	0.101	0.083	0.267	0.072	1.000	0.099	0.057
relationship	-0.324	-0.101	-0.064	-0.100	0.014	0.647	-0.309	0.460	0.314	-0.013	-0.042	0.099	1.000	-0.110
workclass	0.065	0.027	0.010	0.030	-0.031	0.153	0.119	0.179	-0.064	-0.010	-0.032	0.057	-0.110	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	age	workclass	fnlwgt	educational-num	marital-status	occupation	relationship	race	gender	capital-gain	hours-per-week	native-country	income
0	25	3	226802	7	4	6	3	2	1	0	40	39	<=50K
1	38	3	89814	9	2	4	0	4	1	0	50	39	<=50K
2	28	1	336951	12	2	11	0	4	1	0	40	39	>50K
3	44	3	160323	10	2	6	0	2	1	7688	40	39	>50K
4	18	2	103497	10	4	8	3	4	0	0	30	39	<=50K
5	34	3	198693	6	4	7	1	4	1	0	30	39	<=50K
6	29	2	227026	9	4	8	4	2	1	0	40	39	<=50K
7	63	5	104626	15	2	10	0	4	1	3103	32	39	>50K
8	24	3	369667	10	4	7	4	4	0	0	40	39	<=50K
9	55	3	104996	4	2	2	0	4	1	0	10	39	<=50K

	age	workclass	fnlwgt	educational-num	marital-status	occupation	relationship	race	gender	capital-gain	hours-per-week	native-country	income
48832	32	3	34066	6	2	5	0	0	1	0	40	39	<=50K
48833	43	3	84661	11	2	12	0	4	1	0	45	39	<=50K
48834	32	3	116138	14	4	13	1	1	1	0	11	36	<=50K
48835	53	3	321865	14	2	3	0	4	1	0	40	39	>50K
48836	22	3	310152	10	4	11	1	4	1	0	40	39	<=50K
48837	27	3	257302	12	2	13	5	4	0	0	38	39	<=50K
48838	40	3	154374	9	2	6	0	4	1	0	40	39	>50K
48839	58	3	151910	9	6	0	4	4	0	0	40	39	<=50K
48840	22	3	201490	9	4	0	3	4	1	0	20	39	<=50K
48841	52	4	287927	9	2	3	5	4	0	15024	40	39	>50K

Most frequently occurring

	age	workclass	fnlwgt	educational-num	marital-status	occupation	relationship	race	gender	hours-per-week	native-country	income	# duplicates
20	25	3	308144	13	4	2	1	4	1	40	26	<=50K	3
0	17	3	153021	8	4	12	3	4	0	20	39	<=50K	2
1	18	4	378036	8	4	4	3	4	1	10	39	<=50K	2
2	19	2	167428	10	4	8	3	4	1	40	39	<=50K	2
3	19	3	97261	9	4	4	1	4	1	40	39	<=50K	2
4	19	3	138153	10	4	0	3	4	0	10	39	<=50K	2
5	19	3	139466	10	4	12	3	4	0	25	39	<=50K	2
6	19	3	146679	10	4	3	3	2	1	30	39	<=50K	2
7	19	3	251579	10	4	7	3	4	1	14	39	<=50K	2
8	19	3	318822	9	4	0	1	4	0	40	39	<=50K	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring